Can entrepreneurship be taught? Here's the neuroscience

Despite countless programs and initiatives, rates of entrepreneurial intention—a marker of how willing people are to start ...
Physics World

Neural simulation-based inference techniques at the LHC

A neural network is a machine learning model originally inspired by how the human brain works (Courtesy: Shutterstock/Jackie Niam) Precision measurements of theoretical parameters are a core element ...
Phys.org

Physics-informed AI excels at large-scale discovery of new materials

One of the key steps in developing new materials is property identification, which has long relied on massive amounts of experimental data and expensive equipment, limiting research efficiency. A ...
Frontiers

Physics-informed neural networks to reconstruct surface velocity field from drifter data

Accessing ocean velocity data is critical to improving our understanding of ocean dynamics, which affects our prediction capabilities for a range of services that the ocean provides. Because ocean ...
GitHub

MKDPINN: Meta Learning and Knowledge Discovery-Based Physics-Informed Neural Networks

MKDPINN is a novel approach for Remaining Useful Life (RUL) prediction, combining meta-learning, knowledge discovery, and Physics-Informed Neural Networks (PINNs). This repository contains the code ...
IEEE

Physics-Informed Neural Networks With Fourier Features for Seismic Wavefield Simulation in Time-Domain Nonsmooth Complex Media

Abstract: Physics-informed neural networks (PINNs) have great potential for flexibility and effectiveness in forward modeling and inversion of seismic waves. However, coordinate-based neural networks ...
C&EN

Including Physics-Informed Atomization Constraints in Neural Networks for Reactive Chemistry

Creative Commons (CC): This is a Creative Commons license. Attribution (BY): Credit must be given to the creator. Non-Commercial (NC): Only non-commercial uses of the work are permitted. No ...
C&EN

Informing Deep Learning of Sensing Data with Physics and Chemistry

Article subjects are automatically applied from the ACS Subject Taxonomy and describe the scientific concepts and themes of the article. The rapid evolution of sensing technologies has started an era ...